BMC Cardiovascular Disorders (Oct 2019)
Phenome-wide association analysis of LDL-cholesterol lowering genetic variants in PCSK9
- Amand F. Schmidt,
- Michael V. Holmes,
- David Preiss,
- Daniel I. Swerdlow,
- Spiros Denaxas,
- Ghazaleh Fatemifar,
- Rupert Faraway,
- Chris Finan,
- Dennis Valentine,
- Zammy Fairhurst-Hunter,
- Fernando Pires Hartwig,
- Bernardo Lessa Horta,
- Elina Hypponen,
- Christine Power,
- Max Moldovan,
- Erik van Iperen,
- Kees Hovingh,
- Ilja Demuth,
- Kristina Norman,
- Elisabeth Steinhagen-Thiessen,
- Juri Demuth,
- Lars Bertram,
- Christina M. Lill,
- Stefan Coassin,
- Johann Willeit,
- Stefan Kiechl,
- Karin Willeit,
- Dan Mason,
- John Wright,
- Richard Morris,
- Goya Wanamethee,
- Peter Whincup,
- Yoav Ben-Shlomo,
- Stela McLachlan,
- Jackie F. Price,
- Mika Kivimaki,
- Catherine Welch,
- Adelaida Sanchez-Galvez,
- Pedro Marques-Vidal,
- Andrew Nicolaides,
- Andrie G. Panayiotou,
- N. Charlotte Onland-Moret,
- Yvonne T. van der Schouw,
- Giuseppe Matullo,
- Giovanni Fiorito,
- Simonetta Guarrera,
- Carlotta Sacerdote,
- Nicholas J. Wareham,
- Claudia Langenberg,
- Robert A. Scott,
- Jian’an Luan,
- Martin Bobak,
- Sofia Malyutina,
- Andrzej Pająk,
- Ruzena Kubinova,
- Abdonas Tamosiunas,
- Hynek Pikhart,
- Niels Grarup,
- Oluf Pedersen,
- Torben Hansen,
- Allan Linneberg,
- Tine Jess,
- Jackie Cooper,
- Steve E. Humphries,
- Murray Brilliant,
- Terrie Kitchner,
- Hakon Hakonarson,
- David S. Carrell,
- Catherine A. McCarty,
- Kirchner H. Lester,
- Eric B. Larson,
- David R. Crosslin,
- Mariza de Andrade,
- Dan M. Roden,
- Joshua C. Denny,
- Cara Carty,
- Stephen Hancock,
- John Attia,
- Elizabeth Holliday,
- Rodney Scott,
- Peter Schofield,
- Martin O’Donnell,
- Salim Yusuf,
- Michael Chong,
- Guillaume Pare,
- Pim van der Harst,
- M. Abdullah Said,
- Ruben N. Eppinga,
- Niek Verweij,
- Harold Snieder,
- Lifelines Cohort authors,
- Tim Christen,
- D. O. Mook-Kanamori,
- the ICBP Consortium,
- Stefan Gustafsson,
- Lars Lind,
- Erik Ingelsson,
- Raha Pazoki,
- Oscar Franco,
- Albert Hofman,
- Andre Uitterlinden,
- Abbas Dehghan,
- Alexander Teumer,
- Sebastian Baumeister,
- Marcus Dörr,
- Markus M. Lerch,
- Uwe Völker,
- Henry Völzke,
- Joey Ward,
- Jill P. Pell,
- Tom Meade,
- Ingrid E. Christophersen,
- Anke H. Maitland-van der Zee,
- Ekaterina V. Baranova,
- Robin Young,
- Ian Ford,
- Archie Campbell,
- Sandosh Padmanabhan,
- Michiel L. Bots,
- Diederick E. Grobbee,
- Philippe Froguel,
- Dorothée Thuillier,
- Ronan Roussel,
- Amélie Bonnefond,
- Bertrand Cariou,
- Melissa Smart,
- Yanchun Bao,
- Meena Kumari,
- Anubha Mahajan,
- Jemma C. Hopewell,
- Sudha Seshadri,
- the METASTROKE Consortium of the ISGC,
- Caroline Dale,
- Rui Providencia E. Costa,
- Paul M. Ridker,
- Daniel I. Chasman,
- Alex P. Reiner,
- Marylyn D. Ritchie,
- Leslie A. Lange,
- Alex J. Cornish,
- Sara E. Dobbins,
- Kari Hemminki,
- Ben Kinnersley,
- Marc Sanson,
- Karim Labreche,
- Matthias Simon,
- Melissa Bondy,
- Philip Law,
- Helen Speedy,
- James Allan,
- Ni Li,
- Molly Went,
- Niels Weinhold,
- Gareth Morgan,
- Pieter Sonneveld,
- Björn Nilsson,
- Hartmut Goldschmidt,
- Amit Sud,
- Andreas Engert,
- Markus Hansson,
- Harry Hemingway,
- Folkert W. Asselbergs,
- Riyaz S. Patel,
- Brendan J. Keating,
- Naveed Sattar,
- Richard Houlston,
- Juan P. Casas,
- Aroon D. Hingorani
Affiliations
- Amand F. Schmidt
- Institute of Cardiovascular Science, University College London
- Michael V. Holmes
- Medical Research Council Population Health Research Unit, Clinical Trial Service Unit & Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford
- David Preiss
- Medical Research Council Population Health Research Unit, Clinical Trial Service Unit & Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford
- Daniel I. Swerdlow
- Institute of Cardiovascular Science, University College London
- Spiros Denaxas
- UCL’s BHF Research Accelerator Centre
- Ghazaleh Fatemifar
- UCL’s BHF Research Accelerator Centre
- Rupert Faraway
- Institute of Cardiovascular Science, University College London
- Chris Finan
- Institute of Cardiovascular Science, University College London
- Dennis Valentine
- UCL’s BHF Research Accelerator Centre
- Zammy Fairhurst-Hunter
- Clinical Trial Service Unit & Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford
- Fernando Pires Hartwig
- Postgraduate Program in Epidemiology, Federal University of Pelotas
- Bernardo Lessa Horta
- Postgraduate Program in Epidemiology, Federal University of Pelotas
- Elina Hypponen
- Centre for Population Health Research, Sansom Institute for Health Research, University of South Australia
- Christine Power
- Population, Policy and Practice, UCL GOS Institute of Child Health
- Max Moldovan
- South Australian Health and Medical Research Institute
- Erik van Iperen
- Durrer Center for Cardiovascular Research, Netherlands Heart Institute
- Kees Hovingh
- Department of vascular medicine, Academic Medical Center Amsterdam
- Ilja Demuth
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Lipid Clinic at the Interdisciplinary Metabolism Center
- Kristina Norman
- Institute of Nutritional Science, University of Potsdam
- Elisabeth Steinhagen-Thiessen
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Lipid Clinic at the Interdisciplinary Metabolism Center
- Juri Demuth
- E.CA Economics GmbH
- Lars Bertram
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), Institutes of Neurogenetics & Cardiogenetics, University of Lübeck
- Christina M. Lill
- Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), Institutes of Neurogenetics & Cardiogenetics, University of Lübeck
- Stefan Coassin
- Institute of Genetic Epidemiology, Department of Genetics and Pharmacology, Medical University of Innsbruck
- Johann Willeit
- Department of Neurology, Medical University Innsbruck
- Stefan Kiechl
- Department of Neurology, Medical University Innsbruck
- Karin Willeit
- Department of Neurology, Medical University Innsbruck
- Dan Mason
- Bradford Institute for Health Research, Bradford Royal Infirmary
- John Wright
- Bradford Institute for Health Research, Bradford Royal Infirmary
- Richard Morris
- Department Primary Care & Population Health, University College London
- Goya Wanamethee
- Department Primary Care & Population Health, University College London
- Peter Whincup
- Population Health Research Institute, St George’s, University of London
- Yoav Ben-Shlomo
- Population Health Sciences, University of Bristol
- Stela McLachlan
- Centre for Population Health Sciences, The Usher Institute, University of Edinburgh
- Jackie F. Price
- Centre for Population Health Sciences, The Usher Institute, University of Edinburgh
- Mika Kivimaki
- Department of Epidemiology and Public Health, UCL Institute of Epidemiology and Health Care, University College London
- Catherine Welch
- Department of Epidemiology and Public Health, UCL Institute of Epidemiology and Health Care, University College London
- Adelaida Sanchez-Galvez
- Department of Epidemiology and Public Health, UCL Institute of Epidemiology and Health Care, University College London
- Pedro Marques-Vidal
- Department of Medicine, Internal Medicine, Lausanne University Hospital
- Andrew Nicolaides
- Department of Vascular Surgery, Imperial College
- Andrie G. Panayiotou
- Cyprus International Institute for Environmental and Public Health, Cyprus University of Technology
- N. Charlotte Onland-Moret
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University
- Yvonne T. van der Schouw
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University
- Giuseppe Matullo
- Italian Institute for Genomic Medicine (IIGM)
- Giovanni Fiorito
- Italian Institute for Genomic Medicine (IIGM)
- Simonetta Guarrera
- Italian Institute for Genomic Medicine (IIGM)
- Carlotta Sacerdote
- Unit of Cancer Epidemiology, Città della Salute e della Scienza University-Hospital and Center for Cancer Prevention (CPO)
- Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Addenbrooke’s Hospital
- Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Addenbrooke’s Hospital
- Robert A. Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Addenbrooke’s Hospital
- Jian’an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Addenbrooke’s Hospital
- Martin Bobak
- Department of Epidemiology and Public Health, UCL Institute of Epidemiology and Health Care, University College London
- Sofia Malyutina
- Novosibirsk State Medical University
- Andrzej Pająk
- Department of Epidemiology and Population Studies, Faculty of Health Sciences, Jagiellonian University Medical College
- Ruzena Kubinova
- National Institute of Public Health
- Abdonas Tamosiunas
- Lithuanian University of Health Sciences
- Hynek Pikhart
- Department of Epidemiology and Public Health, UCL Institute of Epidemiology and Health Care, University College London
- Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen
- Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen
- Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen
- Allan Linneberg
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen
- Tine Jess
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital
- Jackie Cooper
- Centre for Cardiovascular Genetics, Department of Medicine, University College London
- Steve E. Humphries
- Centre for Cardiovascular Genetics, Department of Medicine, University College London
- Murray Brilliant
- Center for Human Genetics, Marshfield Clinic Research Institute
- Terrie Kitchner
- Center for Human Genetics, Marshfield Clinic Research Institute
- Hakon Hakonarson
- Children’s Hospital of Philadelphia
- David S. Carrell
- Kaiser Permanente Washington Health Research Institute
- Catherine A. McCarty
- University of Minnesota
- Kirchner H. Lester
- Geisinger
- Eric B. Larson
- Kaiser Permanente Washington Health Research Institute
- David R. Crosslin
- Department of Biomedical Informatics and Medical Education University of Washington Seattle
- Mariza de Andrade
- Mayo Clinic
- Dan M. Roden
- Department of Medicine, Department of Pharmacology, Department of Biomedical Informatics, Vanderbilt University School of Medicine
- Joshua C. Denny
- Vanderbilt University
- Cara Carty
- WHI
- Stephen Hancock
- University of Newcastle
- John Attia
- University of Newcastle
- Elizabeth Holliday
- University of Newcastle
- Rodney Scott
- University of Newcastle
- Peter Schofield
- Hunter New England Local Health District
- Martin O’Donnell
- Population Health Research Institute
- Salim Yusuf
- Population Health Research Institute
- Michael Chong
- Population Health Research Institute
- Guillaume Pare
- Population Health Research Institute
- Pim van der Harst
- Durrer Center for Cardiovascular Research, Netherlands Heart Institute
- M. Abdullah Said
- Department of Cardiology, University of Groningen, University Medical Center Groningen
- Ruben N. Eppinga
- Department of Cardiology, University of Groningen, University Medical Center Groningen
- Niek Verweij
- Department of Cardiology, University of Groningen, University Medical Center Groningen
- Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen
- Lifelines Cohort authors
- Tim Christen
- Department of Clinical Epidemiology, Leiden University Medical Center
- D. O. Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center
- the ICBP Consortium
- Stefan Gustafsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University
- Lars Lind
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine
- Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University
- Raha Pazoki
- Department of Epidemiology, Erasmus University Medical Center
- Oscar Franco
- Department of Epidemiology, Erasmus University Medical Center
- Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center
- Andre Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center
- Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center
- Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald
- Sebastian Baumeister
- Institute for Community Medicine, University Medicine Greifswald
- Marcus Dörr
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald
- Markus M. Lerch
- Department of Internal Medicine A, University Medicine Greifswald
- Uwe Völker
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald
- Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald
- Joey Ward
- Institute of Health and Wellbeing, University of Glasgow
- Jill P. Pell
- Institute of Health and Wellbeing, University of Glasgow
- Tom Meade
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene & Tropical Medicine
- Ingrid E. Christophersen
- The Department of Medical Research, Bærum Hospital, Vestre Viken Hospital Trust
- Anke H. Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute of Pharmaceutical Sciences, Faculty of Science, Utrecht University
- Ekaterina V. Baranova
- Robertson Centre for Biostatistics, University of Glasgow
- Robin Young
- Robertson Centre for Biostatistics, University of Glasgow
- Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow
- Archie Campbell
- Institute of Genetics and Molecular Medicine, University of Edinburgh
- Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, University of Glasgow
- Michiel L. Bots
- Cyprus International Institute for Environmental and Public Health, Cyprus University of Technology
- Diederick E. Grobbee
- Cyprus International Institute for Environmental and Public Health, Cyprus University of Technology
- Philippe Froguel
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, University of Lille
- Dorothée Thuillier
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, University of Lille
- Ronan Roussel
- INSERM, U-1138, Centre de Recherche des Cordeliers
- Amélie Bonnefond
- CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, University of Lille
- Bertrand Cariou
- l’institut du Thorax, INSERM, CNRS, UNIV Nantes, CHU Nantes
- Melissa Smart
- Institute for Social and Economic Research, University of Essex
- Yanchun Bao
- Wellcome Trust Centre for Human Genetics, University of Oxford
- Meena Kumari
- Boston University School of Medicine
- Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford
- Jemma C. Hopewell
- Clinical Trial Service Unit & Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford
- Sudha Seshadri
- Boston University School of Medicine
- the METASTROKE Consortium of the ISGC
- Caroline Dale
- University College London, Farr Institute of Health Informatics
- Rui Providencia E. Costa
- University College London, Farr Institute of Health Informatics
- Paul M. Ridker
- Harvard Medical School Center for Cardiovascular Disease Prevention Brigham and Women’s Hospital
- Daniel I. Chasman
- Harvard Medical School Center for Cardiovascular Disease Prevention Brigham and Women’s Hospital
- Alex P. Reiner
- UWash
- Marylyn D. Ritchie
- Penn State
- Leslie A. Lange
- University of Colorado Denver
- Alex J. Cornish
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Sara E. Dobbins
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Kari Hemminki
- Div. Molecular Genetic Epidemiology German Cancer Research Center
- Ben Kinnersley
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Marc Sanson
- The Institut du Cerveau et de la Moelle épinière – ICM
- Karim Labreche
- The Institut du Cerveau et de la Moelle épinière – ICM
- Matthias Simon
- Department of Neurosurgery, Bethel Clinic
- Melissa Bondy
- Division of Hematology-Oncology, Department of Pediatrics, Dan L. Duncan Cancer Center, Baylor College of Medicine
- Philip Law
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Helen Speedy
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- James Allan
- Northern Institute for Cancer Research, Newcastle University
- Ni Li
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Molly Went
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Niels Weinhold
- Myeloma Institute for Research and Therapy, University of Arkansas for Medical Sciences
- Gareth Morgan
- Myeloma Institute for Research and Therapy, University of Arkansas for Medical Sciences
- Pieter Sonneveld
- Department of Hematology, Erasmus MC Cancer Institute
- Björn Nilsson
- Hematology and Transfusion Medicine, Department of Laboratory Medicine, BMC B13
- Hartmut Goldschmidt
- University Clinic Heidelberg, Internal Medicine V and National Center for Tumor Diseases (NCT)
- Amit Sud
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Andreas Engert
- Department of Internal Medicine, University Hospital of Cologne
- Markus Hansson
- Hematology Clinic, Skåne University Hospital
- Harry Hemingway
- UCL’s BHF Research Accelerator Centre
- Folkert W. Asselbergs
- Institute of Cardiovascular Science, University College London
- Riyaz S. Patel
- Institute of Cardiovascular Science, University College London
- Brendan J. Keating
- UPenn
- Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow
- Richard Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research
- Juan P. Casas
- Massachusetts Veterans Epidemiology and Research Information Center (MAVERIC) Veterans Affairs Boston Healthcare System
- Aroon D. Hingorani
- Institute of Cardiovascular Science, University College London
- DOI
- https://doi.org/10.1186/s12872-019-1187-z
- Journal volume & issue
-
Vol. 19,
no. 1
pp. 1 – 10
Abstract
Abstract Background We characterised the phenotypic consequence of genetic variation at the PCSK9 locus and compared findings with recent trials of pharmacological inhibitors of PCSK9. Methods Published and individual participant level data (300,000+ participants) were combined to construct a weighted PCSK9 gene-centric score (GS). Seventeen randomized placebo controlled PCSK9 inhibitor trials were included, providing data on 79,578 participants. Results were scaled to a one mmol/L lower LDL-C concentration. Results The PCSK9 GS (comprising 4 SNPs) associations with plasma lipid and apolipoprotein levels were consistent in direction with treatment effects. The GS odds ratio (OR) for myocardial infarction (MI) was 0.53 (95% CI 0.42; 0.68), compared to a PCSK9 inhibitor effect of 0.90 (95% CI 0.86; 0.93). For ischemic stroke ORs were 0.84 (95% CI 0.57; 1.22) for the GS, compared to 0.85 (95% CI 0.78; 0.93) in the drug trials. ORs with type 2 diabetes mellitus (T2DM) were 1.29 (95% CI 1.11; 1.50) for the GS, as compared to 1.00 (95% CI 0.96; 1.04) for incident T2DM in PCSK9 inhibitor trials. No genetic associations were observed for cancer, heart failure, atrial fibrillation, chronic obstructive pulmonary disease, or Alzheimer’s disease – outcomes for which large-scale trial data were unavailable. Conclusions Genetic variation at the PCSK9 locus recapitulates the effects of therapeutic inhibition of PCSK9 on major blood lipid fractions and MI. While indicating an increased risk of T2DM, no other possible safety concerns were shown; although precision was moderate.
Keywords